Round 350

Round UUID: f78c7ebb-6438-439a-91fc-fd6a9bb97c73

Prompt:

To classify the outcomes of the dataset entities based on FizzIntensity and ColourShift, use the following rules:

1. Predict 'Effective' if FizzIntensity is greater than 45.
2. Predict 'Ineffective' if FizzIntensity is less than or equal to 30 regardless of ColourShift since the low baseline intensity generally indicates ineffectiveness.
3. For FizzIntensity between 30 and 35:
   - Predict 'Effective' if ColourShift is greater than 18, capturing high shifts that indicate effectiveness even at low intensities.
   - Predict 'Ineffective' otherwise, as this range typically signals ineffectiveness.
4. For FizzIntensity between 35 and 45:
   - Predict 'Effective' if ColourShift is greater than 15 and less than or equal to 25 to better distinguish between ambiguous shifts.
   - Predict 'Ineffective' if ColourShift is less than 15.
   - Predict 'Ineffective' if ColourShift is below 20 and FizzIntensity is less than 38.
5. If FizzIntensity is less than 40 and ColourShift is between 10 and 13, predict 'Ineffective' unless ColourShift exceeds 12.5.

These rules are refined to address and correct predictions where overlapping ranges of FizzIntensity and ColourShift showed contrasting outcomes, particularly focusing on reducing errors in the 30 to 35 FizzIntensity range with adjusted ColourShift thresholds.

• Inferences: 200
• Created: 2025-04-21 04:18:03+00:00
• First inference: 2025-04-21 04:18:07+00:00
• Last inference: 2025-04-21 04:26:14+00:00
• Completed: yes
• Train accuracy: 0.6625 (KT 0.179)
• Validation accuracy: 0.65 (KT 0.188)
• Test accuracy: 0.65 (KT 0.188)